{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20, 12, 5, 5])\n"
     ]
    }
   ],
   "source": [
    "import torch.nn as nn\n",
    "import torch\n",
    "\n",
    "# With square kernels and equal stride\n",
    "# 16是input channel，33是output channel，3是kernel，w和h自适应\n",
    "m = nn.Conv2d(12, 33, 2, stride=2)\n",
    "# non-square kernels and unequal stride and with padding\n",
    "# m = nn.Conv2d(16, 33, (3, 5), stride=(2, 1), padding=(4, 2))\n",
    "# # non-square kernels and unequal stride and with padding and dilation\n",
    "# m = nn.Conv2d(16, 33, (3, 5), stride=(2, 1), padding=(4, 2), dilation=(3, 1))\n",
    "# 20是batch，多少个样本。16是channels，输入深度，50 width，100 height\n",
    "# output channel和input batch是对应的\n",
    "input = torch.randn(20, 12, 5, 5)\n",
    "print(input.size())\n",
    "output = m(input)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20, 33, 2, 2])\n"
     ]
    }
   ],
   "source": [
    "# batch，output_channel,output_width,output_height\n",
    "#output_width=input_width-kernel_width\n",
    "print(output.size())"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (conv1): Conv2d(1, 6, kernel_size=(5, 5), stride=(1, 1))\n",
      "  (conv2): Conv2d(6, 16, kernel_size=(5, 5), stride=(1, 1))\n",
      "  (fc1): Linear(in_features=400, out_features=120, bias=True)\n",
      "  (fc2): Linear(in_features=120, out_features=84, bias=True)\n",
      "  (fc3): Linear(in_features=84, out_features=10, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "\n",
    "class Net(nn.Module):\n",
    "\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        # 输入图像channel：1；输出channel：6；5x5卷积核\n",
    "        self.conv1 = nn.Conv2d(1, 6, 5)\n",
    "        self.conv2 = nn.Conv2d(6, 16, 5)\n",
    "        # an affine operation: y = Wx + b\n",
    "        self.fc1 = nn.Linear(16 * 5 * 5, 120)\n",
    "        self.fc2 = nn.Linear(120, 84)\n",
    "        self.fc3 = nn.Linear(84, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # 2x2 Max pooling\n",
    "        x = F.max_pool2d(F.relu(self.conv1(x)), (2, 2))\n",
    "        # 如果是方阵,则可以只使用一个数字进行定义\n",
    "        x = F.max_pool2d(F.relu(self.conv2(x)), 2)\n",
    "        x = x.view(-1, self.num_flat_features(x))\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.relu(self.fc2(x))\n",
    "        x = self.fc3(x)\n",
    "        return x\n",
    "\n",
    "    def num_flat_features(self, x):\n",
    "        size = x.size()[1:]  # 除去批处理维度的其他所有维度\n",
    "        num_features = 1\n",
    "        for s in size:\n",
    "            num_features *= s\n",
    "        return num_features\n",
    "\n",
    "\n",
    "net = Net()\n",
    "print(net)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n",
      "torch.Size([6, 1, 5, 5])\n"
     ]
    }
   ],
   "source": [
    "params = list(net.parameters())\n",
    "print(len(params))\n",
    "print(params[0].size())  # conv1's .weight"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz to ./data/cifar-10-python.tar.gz\n"
     ]
    },
    {
     "data": {
      "text/plain": "  0%|          | 0/170498071 [00:00<?, ?it/s]",
      "application/vnd.jupyter.widget-view+json": {
       "version_major": 2,
       "version_minor": 0,
       "model_id": "0ce7e58be08c414fab011b9adcd33530"
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting ./data/cifar-10-python.tar.gz to ./data\n",
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "import ssl\n",
    "ssl._create_default_https_context = ssl._create_unverified_context\n",
    "\n",
    "transform = transforms.Compose(\n",
    "    [transforms.ToTensor(),\n",
    "     transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "\n",
    "# 下载数据并且调用loader加载数据\n",
    "trainset = torchvision.datasets.CIFAR10(root='./data', train=True, download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=4, shuffle=True, num_workers=2)\n",
    "\n",
    "testset = torchvision.datasets.CIFAR10(root='./data', train=False, download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=4, shuffle=False, num_workers=2)\n",
    "\n",
    "classes = ('plane', 'car', 'bird', 'cat',\n",
    "           'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plane   dog  deer  frog\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 输出图像的函数\n",
    "\n",
    "\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# 随机获取训练图片\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "\n",
    "# 显示图片\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "# 打印图片标签\n",
    "print(' '.join('%5s' % classes[labels[j]] for j in range(4)))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "\n",
    "\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Net, self).__init__()\n",
    "        self.conv1 = nn.Conv2d(3, 6, 5)\n",
    "        self.pool = nn.MaxPool2d(2, 2)\n",
    "        self.conv2 = nn.Conv2d(6, 16, 5)\n",
    "        self.fc1 = nn.Linear(16 * 5 * 5, 120)\n",
    "        self.fc2 = nn.Linear(120, 84)\n",
    "        self.fc3 = nn.Linear(84, 10)\n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.pool(F.relu(self.conv1(x)))\n",
    "        x = self.pool(F.relu(self.conv2(x)))\n",
    "        x = x.view(-1, 16 * 5 * 5)\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.relu(self.fc2(x))\n",
    "        x = self.fc3(x)\n",
    "        return x\n",
    "\n",
    "\n",
    "net = Net()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [],
   "source": [
    "import torch.optim as optim\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1,  2000] loss: 2.239\n",
      "[1,  4000] loss: 1.905\n",
      "[1,  6000] loss: 1.721\n",
      "[1,  8000] loss: 1.615\n",
      "[1, 10000] loss: 1.545\n",
      "[1, 12000] loss: 1.500\n",
      "[2,  2000] loss: 1.426\n",
      "[2,  4000] loss: 1.394\n",
      "[2,  6000] loss: 1.355\n",
      "[2,  8000] loss: 1.341\n",
      "[2, 10000] loss: 1.313\n",
      "[2, 12000] loss: 1.285\n",
      "Finished Training\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(2):  # loop over the dataset multiple times\n",
    "\n",
    "    running_loss = 0.0\n",
    "    for i, data in enumerate(trainloader, 0):\n",
    "        # get the inputs\n",
    "        inputs, labels = data\n",
    "\n",
    "        # zero the parameter gradients\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        # forward + backward + optimize\n",
    "        outputs = net(inputs)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        # print statistics\n",
    "        running_loss += loss.item()\n",
    "        if i % 2000 == 1999:    # print every 2000 mini-batches\n",
    "            print('[%d, %5d] loss: %.3f' % (epoch + 1, i + 1, running_loss / 2000))\n",
    "            running_loss = 0.0\n",
    "\n",
    "print('Finished Training')\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GroundTruth:    cat  ship  ship plane\n"
     ]
    }
   ],
   "source": [
    "dataiter = iter(testloader)\n",
    "images, labels = dataiter.next()\n",
    "\n",
    "# 输出图片\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print('GroundTruth: ', ' '.join('%5s' % classes[labels[j]] for j in range(4)))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "outputs": [],
   "source": [
    "outputs = net(images)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted:    cat  ship   car  ship\n"
     ]
    }
   ],
   "source": [
    "_, predicted = torch.max(outputs, 1)\n",
    "\n",
    "print('Predicted: ', ' '.join('%5s' % classes[predicted[j]] for j in range(4)))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of the network on the 10000 test images: 54 %\n"
     ]
    }
   ],
   "source": [
    "correct = 0\n",
    "total = 0\n",
    "with torch.no_grad():\n",
    "    for data in testloader:\n",
    "        images, labels = data\n",
    "        outputs = net(images)\n",
    "        _, predicted = torch.max(outputs.data, 1)\n",
    "        total += labels.size(0)\n",
    "        correct += (predicted == labels).sum().item()\n",
    "\n",
    "print('Accuracy of the network on the 10000 test images: %d %%' % (\n",
    "    100 * correct / total))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of plane : 49 %\n",
      "Accuracy of   car : 72 %\n",
      "Accuracy of  bird : 28 %\n",
      "Accuracy of   cat : 39 %\n",
      "Accuracy of  deer : 38 %\n",
      "Accuracy of   dog : 59 %\n",
      "Accuracy of  frog : 68 %\n",
      "Accuracy of horse : 49 %\n",
      "Accuracy of  ship : 73 %\n",
      "Accuracy of truck : 67 %\n"
     ]
    }
   ],
   "source": [
    "class_correct = list(0. for i in range(10))\n",
    "class_total = list(0. for i in range(10))\n",
    "# 让模型（net）在里面的计算不记录梯度（相当于丢失过程记录，在推断阶段不需要，节省内存）\n",
    "with torch.no_grad():\n",
    "    for data in testloader:\n",
    "        images, labels = data\n",
    "        outputs = net(images)\n",
    "        _, predicted = torch.max(outputs, 1)\n",
    "        c = (predicted == labels).squeeze()\n",
    "        for i in range(4):\n",
    "            label = labels[i]\n",
    "            # item用于从tensor中取出原来的值\n",
    "            class_correct[label] += c[i].item()\n",
    "            class_total[label] += 1\n",
    "\n",
    "\n",
    "for i in range(10):\n",
    "    print('Accuracy of %5s : %2d %%' % (classes[i], 100 * class_correct[i] / class_total[i]))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [
    {
     "data": {
      "text/plain": "tensor(True)"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.pyplot._IonContext at 0x2827620e0>"
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from __future__ import print_function, division\n",
    "import os\n",
    "import torch\n",
    "import pandas as pd\n",
    "from skimage import io, transform\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision import transforms, utils\n",
    "\n",
    "# Ignore warnings\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "plt.ion()   # interactive mode"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'>\n",
      "Image name: person-7.jpg\n",
      "Landmarks shape: (68, 2)\n",
      "First 4 Landmarks: [[32. 65.]\n",
      " [33. 76.]\n",
      " [34. 86.]\n",
      " [34. 97.]]\n"
     ]
    }
   ],
   "source": [
    "landmarks_frame = pd.read_csv('data/faces/face_landmarks.csv')\n",
    "\n",
    "n = 65\n",
    "img_name = landmarks_frame.iloc[n, 0]\n",
    "print(type(landmarks_frame.iloc[n, 1:]))\n",
    "landmarks = landmarks_frame.iloc[n, 1:].values\n",
    "landmarks = landmarks.astype('float').reshape(-1, 2)\n",
    "print('Image name: {}'.format(img_name))\n",
    "print('Landmarks shape: {}'.format(landmarks.shape))\n",
    "print('First 4 Landmarks: {}'.format(landmarks[:4]))\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_landmarks(image, landmarks):\n",
    "    \"\"\"Show image with landmarks\"\"\"\n",
    "    plt.imshow(image)\n",
    "    plt.scatter(landmarks[:, 0], landmarks[:, 1], s=10, marker='.', c='r')\n",
    "    plt.pause(0.001)  # pause a bit so that plots are updated\n",
    "\n",
    "plt.figure()\n",
    "show_landmarks(io.imread(os.path.join('data/faces/', img_name)),\n",
    "               landmarks)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "outputs": [],
   "source": [
    "class FaceLandmarksDataset(Dataset):\n",
    "    \"\"\"Face Landmarks dataset.\"\"\"\n",
    "\n",
    "    def __init__(self, csv_file, root_dir, transform=None):\n",
    "        \"\"\"\n",
    " Args:\n",
    " csv_file (string): Path to the csv file with annotations.\n",
    " root_dir (string): Directory with all the images.\n",
    " transform (callable, optional): Optional transform to be applied\n",
    " on a sample.\n",
    " \"\"\"\n",
    "        self.landmarks_frame = pd.read_csv(csv_file)\n",
    "        self.root_dir = root_dir\n",
    "        self.transform = transform\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.landmarks_frame)\n",
    "\n",
    "    # 默认的迭代器\n",
    "    def __getitem__(self, idx):\n",
    "        # landmarks_frame是对应的图片目录,从目录中读出名字\n",
    "        img_name = os.path.join(self.root_dir,\n",
    "                                self.landmarks_frame.iloc[idx, 0])\n",
    "        # 读出图片\n",
    "        image = io.imread(img_name)\n",
    "        # 读出对应图片的标记点\n",
    "        landmarks = self.landmarks_frame.iloc[idx, 1:].values\n",
    "        landmarks = landmarks.astype('float').reshape(-1, 2)\n",
    "        # 用map返回\n",
    "        sample = {'image': image, 'landmarks': landmarks}\n",
    "\n",
    "        if self.transform:\n",
    "            sample = self.transform(sample)\n",
    "\n",
    "        return sample"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 (324, 215, 3) (68, 2)\n",
      "1 (500, 333, 3) (68, 2)\n",
      "2 (250, 258, 3) (68, 2)\n",
      "3 (434, 290, 3) (68, 2)\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 4 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "face_dataset = FaceLandmarksDataset(csv_file='data/faces/face_landmarks.csv',\n",
    "                                    root_dir='data/faces/')\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "for i in range(len(face_dataset)):\n",
    "    sample = face_dataset[i]\n",
    "\n",
    "    print(i, sample['image'].shape, sample['landmarks'].shape)\n",
    "\n",
    "    ax = plt.subplot(1, 4, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title('Sample #{}'.format(i))\n",
    "    ax.axis('off')\n",
    "    show_landmarks(**sample)\n",
    "\n",
    "    if i == 3:\n",
    "        plt.show()\n",
    "        break"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "outputs": [],
   "source": [
    "class Rescale(object):\n",
    "    \"\"\"Rescale the image in a sample to a given size.\n",
    "\n",
    " Args:\n",
    " output_size (tuple or int): Desired output size. If tuple, output is\n",
    " matched to output_size. If int, smaller of image edges is matched\n",
    " to output_size keeping aspect ratio the same.\n",
    " \"\"\"\n",
    "\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        self.output_size = output_size\n",
    "\n",
    "    # rescale的具体操作逻辑\n",
    "    def __call__(self, sample):\n",
    "        # md，python的参数声明能不能友好一点\n",
    "        # sample = {'image': image, 'landmarks': landmarks}\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        if isinstance(self.output_size, int):\n",
    "            # 保持比例缩放，其中较短的一维缩放到output_size的水平\n",
    "            if h > w:\n",
    "                new_h, new_w = self.output_size * h / w, self.output_size\n",
    "            else:\n",
    "                new_h, new_w = self.output_size, self.output_size * w / h\n",
    "        else:\n",
    "            new_h, new_w = self.output_size\n",
    "\n",
    "        new_h, new_w = int(new_h), int(new_w)\n",
    "\n",
    "        img = transform.resize(image, (new_h, new_w))\n",
    "\n",
    "        # h and w are swapped for landmarks because for images,\n",
    "        # x and y axes are axis 1 and 0 respectively\n",
    "        landmarks = landmarks * [new_w / w, new_h / h]\n",
    "\n",
    "        return {'image': img, 'landmarks': landmarks}\n",
    "\n",
    "class RandomCrop(object):\n",
    "    \"\"\"Crop randomly the image in a sample.\n",
    "\n",
    " Args:\n",
    " output_size (tuple or int): Desired output size. If int, square crop\n",
    " is made.\n",
    " \"\"\"\n",
    "\n",
    "    def __init__(self, output_size):\n",
    "        assert isinstance(output_size, (int, tuple))\n",
    "        if isinstance(output_size, int):\n",
    "            self.output_size = (output_size, output_size)\n",
    "        else:\n",
    "            assert len(output_size) == 2\n",
    "            self.output_size = output_size\n",
    "\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "\n",
    "        h, w = image.shape[:2]\n",
    "        new_h, new_w = self.output_size\n",
    "\n",
    "        top = np.random.randint(0, h - new_h)\n",
    "        left = np.random.randint(0, w - new_w)\n",
    "\n",
    "        image = image[top: top + new_h,\n",
    "                      left: left + new_w]\n",
    "\n",
    "        landmarks = landmarks - [left, top]\n",
    "\n",
    "        return {'image': image, 'landmarks': landmarks}\n",
    "\n",
    "class ToTensor(object):\n",
    "    \"\"\"Convert ndarrays in sample to Tensors.\"\"\"\n",
    "\n",
    "    # 定义调用时的返回值\n",
    "    def __call__(self, sample):\n",
    "        image, landmarks = sample['image'], sample['landmarks']\n",
    "\n",
    "        # swap color axis because\n",
    "        # numpy image: H x W x C\n",
    "        # torch image: C X H X W\n",
    "        image = image.transpose((2, 0, 1))\n",
    "        return {'image': torch.from_numpy(image),\n",
    "                'landmarks': torch.from_numpy(landmarks)}"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 432x288 with 3 Axes>",
      "image/png": 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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "scale = Rescale(256)\n",
    "crop = RandomCrop(128)\n",
    "composed = transforms.Compose([Rescale(256),\n",
    "                               RandomCrop(224)])\n",
    "\n",
    "# Apply each of the above transforms on sample.\n",
    "fig = plt.figure()\n",
    "# sample = {'image': image, 'landmarks': landmarks}\n",
    "sample = face_dataset[65]\n",
    "for i, tsfrm in enumerate([scale, crop, composed]):\n",
    "    # tsfrm获得的是的应的scale，crop，composed的实例（函数指针）\n",
    "    transformed_sample = tsfrm(sample)\n",
    "\n",
    "    ax = plt.subplot(1, 3, i + 1)\n",
    "    plt.tight_layout()\n",
    "    ax.set_title(type(tsfrm).__name__)\n",
    "    show_landmarks(**transformed_sample)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
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